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Fundamentals of Matrix Algebra, 2011a

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Chapter 4<br />

Eigenvalues and Eigenvectors<br />

. Example 89 .Find the eigenvalues <strong>of</strong> A, and for each eigenvalue, give one eigenvector,<br />

where<br />

⎡<br />

A = ⎣ 2 −1 1 ⎤<br />

0 1 6 ⎦ .<br />

0 3 4<br />

S We first compute the characterisc polynomial, set it equal to 0,<br />

then solve for λ. We’ll use c<strong>of</strong>actor expansion down the first column (since it has lots<br />

<strong>of</strong> zeros).<br />

det (A − λI) =<br />

∣<br />

2 − λ −1 1<br />

0 1 − λ 6<br />

0 3 4 − λ<br />

∣ 1 − λ 6<br />

3 4 − λ<br />

= (2 − λ)<br />

= (2 − λ)(λ 2 − 5λ − 14)<br />

= (2 − λ)(λ − 7)(λ + 2)<br />

∣<br />

∣<br />

Noce that while the characterisc polynomial is cubic, we never actually saw a<br />

cubic; we never distributed the (2 − λ) across the quadrac. Instead, we realized that<br />

this was a factor <strong>of</strong> the cubic, and just factored the remaining quadrac. (This makes<br />

this example quite a bit simpler than the previous example.)<br />

Our eigenvalues are λ 1 = −2, λ 2 = 2 and λ 3 = 7. We now find corresponding<br />

eigenvectors.<br />

For λ 1 = −2:<br />

We need to solve the equaon (A − (−2)I)⃗x = ⃗0. To do this, we form the appropriate<br />

augmented matrix and put it into reduced row echelon form.<br />

⎡<br />

⎣ 4 −1 1 0 ⎤ ⎡<br />

0 3 6 0 ⎦<br />

−→ rref ⎣ 1 0 3/4 0 ⎤<br />

0 1 2 0 ⎦<br />

0 3 6 0<br />

0 0 0 0<br />

Our soluon, in vector form, is<br />

⎡<br />

⃗x = x 3<br />

⎣ −3/4 ⎤<br />

−2 ⎦ .<br />

1<br />

We can pick any nonzero value for ⎡ x 3 ; a nice choice would get rid <strong>of</strong> the fracons.<br />

So we’ll set x 3 = 4 and choose ⃗x 1 = ⎣ −3 ⎤<br />

−8 ⎦ as our eigenvector.<br />

4<br />

174

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